{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "block_hidden": true
   },
   "outputs": [],
   "source": [
    "%load_ext rpy2.ipython\n",
    "%matplotlib inline\n",
    "\n",
    "from prophet import Prophet\n",
    "import pandas as pd\n",
    "import logging\n",
    "import warnings\n",
    "\n",
    "logging.getLogger('prophet').setLevel(logging.ERROR)\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "block_hidden": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "R[write to console]: Loading required package: Rcpp\n",
      "\n",
      "R[write to console]: Loading required package: rlang\n",
      "\n"
     ]
    }
   ],
   "source": [
    "%%R\n",
    "library(prophet)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Forecasting Growth\n",
    "\n",
    "By default, Prophet uses a linear model for its forecast. When forecasting growth, there is usually some maximum achievable point: total market size, total population size, etc. This is called the carrying capacity, and the forecast should saturate at this point.\n",
    "\n",
    "Prophet allows you to make forecasts using a [logistic growth](https://en.wikipedia.org/wiki/Logistic_function) trend model, with a specified carrying capacity. We illustrate this with the log number of page visits to the [R (programming language)](https://en.wikipedia.org/wiki/R_%28programming_language%29) page on Wikipedia:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%R\n",
    "df <- read.csv('https://raw.githubusercontent.com/facebook/prophet/main/examples/example_wp_log_peyton_manning.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('https://raw.githubusercontent.com/facebook/prophet/main/examples/example_wp_log_peyton_manning.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We must specify the carrying capacity in a column `cap`. Here we will assume a particular value, but this would usually be set using data or expertise about the market size."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%R\n",
    "df$cap <- 8.5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['cap'] = 8.5"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The important things to note are that `cap` must be specified for every row in the dataframe, and that it does not have to be constant. If the market size is growing, then `cap` can be an increasing sequence.\n",
    "\n",
    "We then fit the model as before, except pass in an additional argument to specify logistic growth:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "output_hidden": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "R[write to console]: Disabling daily seasonality. Run prophet with daily.seasonality=TRUE to override this.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "%%R\n",
    "m <- prophet(df, growth = 'logistic')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "output_hidden": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:numexpr.utils:NumExpr defaulting to 8 threads.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<prophet.forecaster.Prophet at 0x7f14440461f0>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m = Prophet(growth='logistic')\n",
    "m.fit(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We make a dataframe for future predictions as before, except we must also specify the capacity in the future. Here we keep capacity constant at the same value as in the history, and forecast 5 years into the future:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "output_hidden": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%R -w 10 -h 6 -u in\n",
    "future <- make_future_dataframe(m, periods = 1826)\n",
    "future$cap <- 8.5\n",
    "fcst <- predict(m, future)\n",
    "plot(m, fcst)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "future = m.make_future_dataframe(periods=1826)\n",
    "future['cap'] = 8.5\n",
    "fcst = m.predict(future)\n",
    "fig = m.plot(fcst)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The logistic function has an implicit minimum of 0, and will saturate at 0 the same way that it saturates at the capacity. It is possible to also specify a different saturating minimum.\n",
    "\n",
    "### Saturating Minimum\n",
    "\n",
    "The logistic growth model can also handle a saturating minimum, which is specified with a column `floor` in the same way as the `cap` column specifies the maximum:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "output_hidden": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "R[write to console]: Disabling daily seasonality. Run prophet with daily.seasonality=TRUE to override this.\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%R -w 10 -h 6 -u in\n",
    "df$y <- 10 - df$y\n",
    "df$cap <- 6\n",
    "df$floor <- 1.5\n",
    "future$cap <- 6\n",
    "future$floor <- 1.5\n",
    "m <- prophet(df, growth = 'logistic')\n",
    "fcst <- predict(m, future)\n",
    "plot(m, fcst)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['y'] = 10 - df['y']\n",
    "df['cap'] = 6\n",
    "df['floor'] = 1.5\n",
    "future['cap'] = 6\n",
    "future['floor'] = 1.5\n",
    "m = Prophet(growth='logistic')\n",
    "m.fit(df)\n",
    "fcst = m.predict(future)\n",
    "fig = m.plot(fcst)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To use a logistic growth trend with a saturating minimum, a maximum capacity must also be specified."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
